diff --git a/oodeel/methods/rmds.py b/oodeel/methods/rmds.py
index 50b8c40..ba251c9 100644
--- a/oodeel/methods/rmds.py
+++ b/oodeel/methods/rmds.py
@@ -43,8 +43,8 @@ def __init__(self, eps: float = 0.002):
 
     def _fit_to_dataset(self, fit_dataset: DatasetType) -> None:
         """
-        Constructs the pear class means and the covariance matrice,
-        as well as the background mean and covariance matrice,
+        Constructs the per class means and the covariance matrix,
+        as well as the background mean and covariance matrix,
         from ID data "fit_dataset".
         The means and pseudo-inverses of the covariance matrices
         will be used for RMDS score computation.